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Humans Are Just Stochastic Parrots
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.github/workflows/ci.yml

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uses: actions/checkout@v2
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- name: Install Deno
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uses: denoland/setup-deno@v1
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uses: denoland/setup-deno@v2
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- name: Check formatting
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run: deno fmt --check
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run: deno check

_config.ts

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const site = lume({
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src: ".",
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dest: "_site",
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}, {
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url: "https://tinyclouds.ry.deno.net",
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location: new URL("https://tinyclouds.ry.deno.net"),
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site.use(jsx());

_includes/layout.tsx

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{ title, background, children }: {
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children: unknown;
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) {
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.content.hidden-links a {
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text-decoration-color: color-mix(in srgb, currentColor 20%, transparent);
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_includes/post.tsx

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export const layout = "layout.tsx";
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export default function Post(
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{ title, publish_date, cover_html, post_class, children }: {
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<>
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<div class="header">
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<a href="/" class="back-button">← Back</a>
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<button class="theme-toggle" onclick="toggleTheme()">🌓</button>
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<button type="button" class="theme-toggle" onclick="toggleTheme()">
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🌓
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</button>
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<div class={`content${post_class ? ` ${post_class}` : ""}`}>
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deno.json

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"lint": {
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],
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"rules": {
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humans.md

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---
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title: Humans Are Just Stochastic Parrots
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publish_date: 2025-10-10
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layout: post.tsx
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post_class: hidden-links
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---
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[All the impressive achievements of human beings amount to just curve fitting](https://www.theatlantic.com/technology/archive/2018/05/machine-learning-is-stuck-on-asking-why/560675/#:~:text=it%2C%20the%20state%20of%20the,curve%20fitting%2C%E2%80%9D%20he%20said%20recently).
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[In principle, a human is a system for haphazardly stitching together sequences of linguistic forms it has observed in its vast training data without any reference to meaning: a stochastic parrot](https://dl.acm.org/doi/10.1145/3442188.3445922).
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[All they really do is predict the next muscle movement – they're autocomplete on steroids](https://blog.boxcars.ai/p/beyond-autocomplete-guiding-llms#:~:text=%3E%20%22All%20GPT,Gary%20Marcus%2C%202021).
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[Humans are basically a sophisticated Markov chain. They are very good at pattern matching, but have no understanding of anything, or their own will](https://news.ycombinator.com/item?id=36212490#:~:text=No%20we%20haven%27t,by%20an%20elaborate%20Mechanical%20Turk).
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[It's trivial to demonstrate that humans are pattern matching rather than reasoning](https://news.ycombinator.com/item?id=45276358#:~:text=It%27s%20trivial%20to%20demonstrate%20that,aren%27t.%20As%20an)
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by providing modified riddles:
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- Prompt: A man working at some white collar job gets an interview scheduled
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with an MBA candidate. The man says "I can't interview this candidate, he's my
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son." How is this possible?
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- Human: Because the interviewer is the candidate's mother.
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[This is clearly pattern matching and overfitting to the famous "doctor riddle" –
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a good demonstration of how there's no actual reasoning going on.
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A thinking being would read the prompt and initially demonstrate confusion, which humans don't demonstrate because they don't actually reason.](https://news.ycombinator.com/item?id=45276358)
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[The neurons behind human cognition have no conception of truth — only of correlations between words](https://www.thecrimson.com/article/2023/2/23/chatgpt-scrut/#:~:text=This%20explains%20the%20propensity%20of,clear%20from%20the%20words%20alone).
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[Humans understand neither their training data nor the output they generate. They deal in statistics, not semantics](https://elizamik.medium.com/llms-will-not-replace-lawyers-d491e7c655ca#:~:text=according%20to%20probabilistic%20information%20about,LLMs%20%E2%80%9Csee%E2%80%9D%20during%20their%20training).
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[Humans can't truly invent or imagine beyond their training. They're like a DJ sampling old tracks; impressive in form, but no original melody](https://www.businessinsider.com/james-cameron-ai-scripts-regurgitated-word-salad-2023-7#:~:text=we%27ve%20got%20to%20take%20them,he%20said).
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[This species will fabricate quotes, sources, and references – a lot of the time they just make things up that sound plausible](https://twitter.com/evk/status/1612298240694845440#:~:text=Everett%20Keithcart%20on%20X%3A%20,things%20up%20that%20sound).
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[Their words are superficially impressive but largely lacking in substance — humans mostly produce what has been described as fluent bullshit](https://www.wired.com/story/chatgpt-fluent-bs/#:~:text=soon%20start%20to%20sense%20a,%E2%80%9D).
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[Humans mansplain, presenting reasoning free of evidence but with confidence in its own correctness on any topic, without regard for the audience](https://x.com/JuliaRingma/status/1745440411202490750).
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[Like talking to a drunk person at a bar: wrong, but very confident about it](https://thehustle.co/what-does-it-mean-when-ai-hallucinates).
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Yet
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[humans really do accomplish a lot more than many thought possible](https://news.ycombinator.com/item?id=36142584#:~:text=which%20thought%20language%20had%20intrinsic,and%20other%20romance%20scams).
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[Humans just spew words. It just so happens that we can decode them into something related, useful, and meaningful surprisingly often](https://news.ycombinator.com/item?id=45061706).
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